Open-Source
An Open Source Infrastructure for PyTorch
Wednesday Dec 7 / 11:20AM PST
In this talk we’ll go over tools and techniques to deploy PyTorch in production. The PyTorch organization maintains and supports open source tools for efficient inference like pytorch/serve, job management pytorch/torchx and streaming datasets like pytorch/data.
Mark Saroufim
Applied AI Engineer @Meta
API Evolution Without Versioning
Friday Dec 2 / 09:00AM PST
Versioning is usually the first–and too often, the only–technique architects reach for when imagining a breaking change to an API’s interface. Based on my experience managing the evolution of a public API, I’ve recently cataloged several alternative techniques and their tradeoffs.
Brandon Byars
North America Head of Technology @thoughtworks
Ray: The Next Generation Compute Runtime for ML Applications
Wednesday Dec 7 / 09:00AM PST
Ray is an open source project that makes it simple to scale any compute-intensive Python workload. Industry leaders like Uber, Shopify, Spotify are building their next generation ML platforms on top of Ray.
Zhe Zhang
Head of Open Source Engineering @anyscalecompute